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NONCOHERENT AND DIFFERENTIAL DETECTION OF FQPSK WITH MAXIMUM-LIKELIHOOD SEQUENCE ESTIMATION IN NONLINEAR CHANNELSLin, Jin-Son, Feher, Kamilo 10 1900 (has links)
International Telemetering Conference Proceedings / October 21, 2002 / Town & Country Hotel and Conference Center, San Diego, California / This paper presents noncoherent limiter-discriminator detection and differential detection of FQPSK
(Feher quadrature phase-shift-keying) with maximum-likelihood sequence estimation (MLSE)
techniques. Noncoherent FQPSK systems are suitable for fast fading and cochannel interference
channels and channels with strong phase noise, and they can offer faster synchronization and reduce
outage events compared with conventional coherent systems. In this paper, both differential detection
and limiter-discriminator detection of FQPSK are discussed. We use MLSE with lookup tables to
exploit the memory in noncoherently detected FQPSK signals and thus significantly improve the bit
error rate (BER) performance in an additive white Gaussian noise (AWGN) channel.
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The design of a high speed topology for a QPSK demodulator with emphasis on the synchronization algorithms needed for demodulationBooysen, Samuel 03 1900 (has links)
Thesis (MScEng (Electrical and Electronic Engineering))--University of Stellenbosch, 2010. / ENGLISH ABSTRACT: This thesis describes the design and implementation of a software based QPSK demodulator
with a demodulation speed of 100 Mbps. The objective of the thesis was to identify a topology
for the QPSK demodulator that would allow for high data rates and the design of the synchronization
algorithms for carrier and symbol recovery. The QPSK demodulator was implemented
on an Altera Stratix II field programmable gate array (FPGA), which does complex I and Q sampling
on a down converted 720 MHz QPSK signal. The I and Q down converted baseband
signals are sent through matched filters which are implemented with discrete components to
maximize the signal to noise ratio of the received rectangular baseband pulses. A 1 GSPS direct
digital synthesizer (DDS) is used to generate the synchronous clock for the analog to digital
converters which samples the matched filter outputs. The demodulator uses two samples per
symbol to demodulate the QPSK signal. A dual locking system is implemented to have a wide
pre-locking filter for symbol synchronization and a narrow band post-lock filter to minimize the
loop noise. A symbol lock detection algorithm decides when the symbol recovery loop is locked
and switches between the loop filters.
A second 1 GSPS DDS output is mixed with a local oscillator to generate the 1.44 GHz LO signal
for the quadrature down conversion. The carrier recovery loop uses a numerically controlled oscillator
inside the FPGA for initial carrier acquisition which allows for very wide locking bandwidth.
After lock is achieved, the external carrier recovery loop takes over and removes any
frequency offset in the complex baseband signal by changing the frequency of the DDS. A QPSK
modulator was also developed to provide a QPSK signal with known data. The modulator can
generate any constellation diagram up to 256 points. / AFRIKAANSE OPSOMMING: Hierdie tesis bespreek die ontwerp en implementasie van ’n sagteware gebaseerde QPSK demodulator
met ’n demodulasie spoed van 100 Mbps. Die doelstelling is om ’n topologie te identifiseer
vir ’n QPSK demodulator wat ’n hoë datatempo sal toelaat en ook om sinkronisasie algoritmes
te ontwikkel vir draer en simbool herkenning.
Die QPSK demodulator is geïmplimenteer op ’n Stratix II FPGA van Altera wat kompleks basisband
monstering doen op infase en kwadratuur basisband seine. Die basisband seine word
gegenereer van ’n 720 MHz QPSK sein met ’n kwadratuur menger wiese uittrees deur puls
passende filters gestuur word om die sein tot ruis verhouding te maksimeer. ’n Een gigamonster
per sekonde direk digitale sintetiseerder (DDS) is gebruik om die klok vir die analoog na digitaal
omsetters te genereer vir sinkrone monstering van die pulse passende filter uittrees. Die demodulator
gebruik twee monsters per simbool om ’n QPSK sein te demoduleer. ’n Tweevoudige sluit
algoritme word gebruik vir die simbool sinkronisasie waar ’n wyeband filter die inisiële sluit
funksie verrig en dan word daar oorgeslaan na ’n nouband filter vir fase volging wat die ruis
in die terugvoerlus verminder. Daar is ’n simbool sluit detektor wat identifiseer wanneer die
simbool beheerlus gesluit is en selekteer dan die gepaste filter.
’n Tweede DDS en ’n sintetiseerder se uittrees word gemeng om ’n 1.44 GHz draer te genereer
vir kohurente frekwensie translasie in die kwadratuur menger. Die draer sinkronisasie gebruik
’n numeries beheerbare ossilator vir die inisiële frekwensie en fase sluit wat baie vinnig geimplenteer
kan word omdat dit alles in sagteware binne in die FPGA gebeur. Na die interne draer
beheerlus gesluit is, neem die eksterne beheerlus oor om enige fase of frekwensie afsette in die
kompleks basisband seine van die kwadratuur menger te verwyder deur die frekwensie van
die draer DDS te beheer. ’n QPSK modulator is ook ontwikkel om verwysings data te genereer.
Enige konstelasie vorm tot 256 punte kan geimplementeer word.
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Dinâmica de populações: um estudo a partir de autômatos celulares probabilísticos / Population dynamics: a study from cell probabilistic automataCarvalho, Kelly Cristina de 16 February 2005 (has links)
Apresentamos dois autômatos celulares com regras de interação locais que permitem descrever a dinâmica de população de um sistema predador-presa. Os modelos são definidos sobre uma rede regular quadrada e se diferenciam pelo caráter isotrópico ou anisotrópico da interação entre os sítios. A cada sítio é associada uma variável estocástica, que pode assumir três estados - vazio, presa ou predador. A dinâmica de competição entre espécies animais que nos interessa é a mesma descrita pelo modelo de Lotka-Volterra no qual as populações de presas e predadores oscilam temporalmente. Nosso objetivo é a análise dessas oscilações, como se comportam com o aumento da rede e se permanecem estáveis. Para a obtenção das séries temporais realizamos simulações de Monte Carlo. Para o autômato definido sobre o espaço isotrópico, também realizamos análise de campo médio dinâmico. Os resultados indicam que a oscilação é um efeito local (não sobrevive em sistemas infinitos), e é mais significativo devido à migração das espécies pelos subsistemas. O estudo da anisotropia revela alguns padrões espaciais organizados e que as oscilações são menos intensas do que no caso isotrópico e como consequência a fase ativa é mais abrangente. / We present two cellular automata with local interaction rules which allow us to describe the dynamical population of a predator-prey system. The models are defined on a regular square lattice and are distinguished by the isotropic or anisotropic character of the interaction between sites. To each site a stochastic variable is associated, which can assume three states- void, prey or predator. The competition dynamics between animal species which interest us is the same described by the Lotka-Volterra model in which the populations of preys and predators oscillate in time. Our aim is the analysis of these oscillations, how they behave with an increasing lattice and if they remain stable. In order to obtain temporal series we perform Monte Carlo simulations. For the automaton defined on isotropic space, dynamical mean field analysis was also performed. Results indicate that the oscillation is a local effect ( vanishing in infinite systems), and is more significant due to migration of species through the subsystems. The study of anisotropy reveals some organized spatial patterns and that oscillations are less intense than in the isotropic case and as a consequence the active phase is more comprehensive.
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3D Reconstruction of the Magnetic Vector Potential of Magnetic Nanoparticles Using Model Based Vector Field Electron TomographyKC, Prabhat 01 June 2017 (has links)
Lorentz TEM observations of magnetic nanoparticles contain information on the magnetic and electrostatic potentials of the sample. These potentials can be extracted from the electron wave phase shift by separating electrostatic and magnetic phase shifts, followed by 3D tomographic reconstructions. In past, Vector Field Electron Tomography (VFET) was utilized to perform the reconstruction. However, VFET is based on a conventional tomography method called filtered back-projection (FBP). Consequently, the VFET approach tends to produce inconsistencies that are prominent along the edges of the sample. We propose a model-based iterative reconstruction (MBIR) approach to improve the reconstruction of magnetic vector potential, A(r). In the case of scalar tomography, the MBIR method is known to yield better reconstructions than the conventional FBP approach, due to the fact that MBIR can incorporate prior knowledge about the system to be reconstructed. For the same reason, we seek to use the MBIR approach to optimize vector field tomographic reconstructions via incorporation of prior knowledge. We combine a forward model for image formation in TEM experiments with a prior model to formulate the tomographic problem as a maximum a posteriori probability estimation problem (MAP). The MAP cost function is minimized iteratively to deduce the vector potential. A detailed study of reconstructions from simulated as well as experimental data sets is provided to establish the superiority of the MBIR approach over the VFET approach.
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Fibre Bragg Grating Components for Filtering, Switching and LasingYu, Zhangwei January 2008 (has links)
Fibre Bragg gratings (FBGs) are key components for a vast number of applications in optical communication systems, microwave photonics systems, and optical sensors, etc. The main topic of this thesis is fibre Bragg grating fabrication and applications in direct microwave optical filtering, high speed switching and switchable dual-wavelength fibre lasers. First, a brief overview is given about the photosensitivity in optical fibre, basic FBG fabrication techniques, the popular coupled-mode theory for describing fundamental characteristics of FBGs and the Transfer Matrix method for the numerical simulations of complex-structured FBGs. An advanced FBG fabrication system based on the technique of multiple printing in fibre (with a continuous-wave source) has been used to write complex FBGs incorporating phase shifts, apodization and chirp. A single double-peaked superimposed grating working in reflection can be employed as a direct optical filter for millimetre-wave signals. Bit error rate measurements confirmed that the filter exhibited nearly on-off behaviour in the passband with a 3-dB bandwidth of 2 GHz for a central frequency of 20 GHz, as expected from the optical spectrum reflection. The presented technique can be used in radio-over-fibre systems or simultaneous up-conversion of ultra-wide band signals and filtering. This thesis focused mostly on the research of two 4-cm long Hamming-apodized gratings written in side-hole fibres with internal electrodes. The temperature dependence measurements showed that the birefringence of the component increased with the temperature. Dynamic measurement has shown nanosecond full off-on and on-off switching. During the electrical pulse action, the grating wavelength was blue-shifted for the x-polarization and red-shifted for the y-polarization due to the mechanical stress. Both peaks subsequently experienced a red-shift due to the relaxation of mechanical stress and the increasing core temperature transferred from the metal in many microseconds. All the wavelength shifts of the two polarizations depend quadratically on the electrical pulse voltage and linearly on the pulse duration. Numerical simulations gave accurate description of the experimental results and were useful to understand the physics behind the birefringence switching. Finally, two switchable dual-wavelength erbium-doped fibre lasers based on FBG feedback were proposed. In one method, an overlapping cavity for the two lasing wavelengths and hybrid gain medium in the fibre laser were introduced. Dual-wavelength switching was achieved by controlling the Raman pump power. The other method employed an injection technique and the dual-wavelength switching was controlled by the power of the injection laser. The switching time was measured to be ~50 ms. Detailed characteristics of the dual-wavelength switching in the two fibre lasers were experimentally studied and corresponding principles were physically explained. / QC 20100922
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SINGLE STAGE POWER FACTOR CORRECTED THREE-LEVEL RESONANT CONVERTERSAgamy, Mohammed S. 01 February 2008 (has links)
In this thesis, a new approach for single-stage power factor correction converters is proposed to increase their power ratings to be in the multiple kilowatts levels. The proposed techniques are based on the utilization of modified three-level resonant converter topologies. These topologies provide low component stresses, high frequency operation, zero voltage switching, applicability under a wide range of input and output conditions as well as added control flexibility. The proposed control algorithms are based on a combination of variable frequency and asymmetrical pulse width modulation control or variable frequency and phase shift modulation control. In either case, the variable frequency control is used to tightly regulate the output voltage, whereas, pulse width or phase shift modulation is used to regulate the dc-bus voltage as well as the input power factor. New converter topologies, their operation and steady state and dynamic analyses are presented in details.
A modelling approach based on average multiple frequency methods is also proposed. This approach leads to the development of a full order state space model with the two control variables explicitly separated allowing a better controller design. The model can be used either at high level of detail expressing the non-linearities of the system or it can readily be simplified to a linear decoupled model for approximate solutions.
Finally, a discrete time controller for the proposed converters, which is suitable for FPGA implementation, is presented. Analytical, simulation and experimental results are provided to verify the proposed concepts. / Thesis (Ph.D, Electrical & Computer Engineering) -- Queen's University, 2008-01-30 14:28:15.725
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Numerical investigation on laminar pulsating flow through porous mediaKim, Sung-Min 16 January 2008 (has links)
In this investigation, the flow friction associated with laminar pulsating flows through porous media was numerically studied. The problem is of interest for understanding the regenerators of Stirling and pulse tube cryocoolers. Two-dimensional flow in a system composed of a number of unit cells of generic porous structures was simulated using a CFD tool, with sinusoidal variations of flow with time. Detailed numerical data representing the oscillating velocity and pressure variations for five different generic porous structure geometries in the porosity range of 0.64 to 0.84, with flow pulsation frequency of 40 Hz were obtained, and special attention was paid to the phase shift characteristics between the velocity and pressure waves. Based on these detailed numerical data, the standard unsteady volume-averaged momentum conservation equation for porous media was then applied in order to obtain the instantaneous as well as cycle-averaged permeability and Forchheimer coefficients. It was found that the cycle-averaged permeability coefficients were nearly the same as those for steady flow, but the cycle-averaged Forchheimer coefficients were about two times larger than those for steady flow. Significant phase lags were observed with respect to the volume-averaged velocity and pressure waves. The parametric trends representing the dependence of these phase lags on porosity and flow Reynolds number were discussed. The phase difference between pressure and velocity waves, which is important for pulse tube cryocooling, depended strongly on porosity and flow Reynolds number.
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Adaptive Phase MeasurementsBerry, Dominic William Unknown Date (has links)
In this thesis I consider the general problem of how to make the best possible phase measurements using feedback. Both the optimum input state and optimum feedback are considered for both single-mode dyne measurements and two-mode interferometric measurements. I derive the optimum input states under general dyne measurements when the mean photon number is fixed, both for general states and squeezed states. I propose a new feedback scheme that introduces far less phase uncertainty than mark II feedback, and is very close to the theoretical limit. I also derive results for the phase variance when there is a time delay in the feedback loop, showing that there is a lower limit to the introduced phase variance, and this is approached quite accurately under some conditions. I derive the optimum input states for interferometry, showing that the phase uncertainty scales as 1/N for all the common measures of uncertainty. This is contrasted with the |j0> state, which does not scale as 1/N for all measures of phase uncertainty. I introduce an adaptive feedback scheme that is very close to optimum, and can give scaling very close to 1/N for the uncertainty. Lastly I consider the case of continuous measurements, for both the dyne and interferometric cases.
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Interações competitivas entre Epizoanthus gabrieli Carlgreen, 1951 (Ordem Zoanthidea) e corais na Baía de Todos os Santos e suas implicações para a comunidade recifal. / Competitive interactions between Epizoanthus gabrieli Carlgreen, 1951 (Order Zoanthidea) and corals in Todos os Santos BayIgor Cristino Silva Cruz 19 February 2014 (has links)
Conselho Nacional de Desenvolvimento Científico e Tecnológico / Alguns recifes de coral da Baía de Todos os Santos passaram a ser dominado
pelo zoantídeo Epizoanthus gabrieli em 2003. Fenômeno resultante da degradação dos
recife de coral que atinge 20% desses ecossistemas e ameaça outros 35% no mundo.
Apesar de sua importância, apenas a mudança na comunidade para o domínio de
macroalgas foi suficientemente estudado. Assim, torna-se urgente estudos sobres
alterações envolvendo a dominância de outros organismos. Estes fornecem subsídios
para produção de modelos funcionais que podem ajudar na tomada de decisão para o
manejo destes ecossistemas tanto na prevenção destas alterações quanto na recuperação
de suas comunidades. Os objetivos deste trabalho são (i) verificar se este fenômeno
constitui uma mudança de fase, a partir da redução da abundância de corais e
persistência da alta cobertura de E. gabrieli por pelo menos cinco anos, (ii) avaliar os
efeitos da competição entre este zoantídeo e corais adultos e recrutas com experimentos
manipulativos e (iii) investigar os efeitos desta dominância na assembleia de peixes
recifais. Os resultados confirmaram a existência de uma mudança de fase, sugerindo que
a abundância de E. gabrieli aumentou em 2003 ou antes e que até 2007 houve uma
redução da cobertura de coral, condição que se mantêm pelo menos até 2013. As três
espécies de corais testadas mostram-se muito sensíveis ao contato com E. gabrieli, com
necrose em 78% das colônias e ocupação do esqueleto dos corais em 35% dos casos em
um período de 118 dias. Além disso, um modelo feito a partir dos dados de proporção
de colônias de corais em contato com este zoantídeo e a cobertura de E. gabrieli sugere
que quando o zoantídeo atinge 6% de cobertura, 50% das colônias de corais entram em
contato com o mesmo. Estes dados são fortes evidências de que a redução da cobertura
de coral observada entre 2003 e 2007 foi causada por competição entre estes
organismos. Não foi observado efeito negativo no recrutamento do coral em substrato
artificial livre em recifes dominados por E. gabrieli, nem nas proximidades das suas
colônias. Isso sugere que uma suposta redução da cobertura deste zoantídeo deve ser
acompanhada pelo aumento da taxa de recrutamento de corais e que a competição com a
inibição do recrutamento não suporta um efeito de histerese. Foi constatado que esta
mudança de fase reduz a riqueza de espécies de peixes recifais, apresentando dez
espécies a menos que os recifes normais, e que favorecem os invertívoros moveis em
detrimento dos carnívoros e invertívoros sésseis. Contudo não se observou diferença na
abundância de peixes. / Some coral reefs of Todos os Santos Bay have undergone a drastic change in the
benthic community. In 2003, they began to be dominated by the zoanthid Epizoanthus
gabrieli. This phenomenon is a consequence of coral reef degradation that now reaches
approximately 20% of coral reefs worldwide and and threatens another 35%. The most
dramatic consequences of this degradation are the phase shift phenomena which are
characterized by reduction of coral abundance and increase of organisms that do not
build reefs. Despite their importance, only a phase shift to the domain of macroalgae has
been sufficiently studied. Given this situation, it is urgent to create functional models
that demonstrate the ecological processes that occur in the installation of alternative
states that persist over time. These models provide important information that can help
in decision making on management measures both for prevention and recovery of these
ecosystems. The aims of this work are (i) to verify if this phenomenon is a phase shift,
(i.e. the reduction of the abundance of coral and persistence of high coverage E. gabrieli
for more than five years of monitoring), (ii) evaluate the effects of competition between
this zoanthid and recruits and adult coral with manipulative experiments and (iii) study
the effects of dominance on the fish assemblage. The result confirmed the existence of a
phase shift, suggesting that the abundance of E. gabrieli increased in 2003 or before and
in 2007 there was a reduction in coral cover, and that this condition remained until at
least 2013. The three coral species tested show great sensitivity to contact with E.
gabrieli, with necrosis in 78% of the colonies and with overgrow in 35% of cases in a
period of 118 days. In addition, a model made from the data of a proportion of coral
colonies in contact with this zoanthid and coverage of E. gabrieli suggests that when the
zoanthid reaches 6% coverage, 50% of coral colonies come in contact with it. These
data are strong evidence that the reduction of coral cover observed between 2003 and
2007 was caused by competition between these organisms. There was no negative effect
on the recruitment of coral on artificial substrate free in reefs dominated by E. gabrieli
or near their colonies. This suggests that a presumed reduction of coverage of this
zoanthid should be accompanied by an increase in coral recruitment rates and the
competition by inhibition of recruitment does not support an effect of hysteresis. It was
found that this phase shift reduces species richness of reef fishes, by ten species unless
reefs normal, and that favor mobile invertivores to the detriment of carnivores and
sessile invertivores. However there was no difference in the abundance of fish.
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Interações competitivas entre Epizoanthus gabrieli Carlgreen, 1951 (Ordem Zoanthidea) e corais na Baía de Todos os Santos e suas implicações para a comunidade recifal. / Competitive interactions between Epizoanthus gabrieli Carlgreen, 1951 (Order Zoanthidea) and corals in Todos os Santos BayIgor Cristino Silva Cruz 19 February 2014 (has links)
Conselho Nacional de Desenvolvimento Científico e Tecnológico / Alguns recifes de coral da Baía de Todos os Santos passaram a ser dominado
pelo zoantídeo Epizoanthus gabrieli em 2003. Fenômeno resultante da degradação dos
recife de coral que atinge 20% desses ecossistemas e ameaça outros 35% no mundo.
Apesar de sua importância, apenas a mudança na comunidade para o domínio de
macroalgas foi suficientemente estudado. Assim, torna-se urgente estudos sobres
alterações envolvendo a dominância de outros organismos. Estes fornecem subsídios
para produção de modelos funcionais que podem ajudar na tomada de decisão para o
manejo destes ecossistemas tanto na prevenção destas alterações quanto na recuperação
de suas comunidades. Os objetivos deste trabalho são (i) verificar se este fenômeno
constitui uma mudança de fase, a partir da redução da abundância de corais e
persistência da alta cobertura de E. gabrieli por pelo menos cinco anos, (ii) avaliar os
efeitos da competição entre este zoantídeo e corais adultos e recrutas com experimentos
manipulativos e (iii) investigar os efeitos desta dominância na assembleia de peixes
recifais. Os resultados confirmaram a existência de uma mudança de fase, sugerindo que
a abundância de E. gabrieli aumentou em 2003 ou antes e que até 2007 houve uma
redução da cobertura de coral, condição que se mantêm pelo menos até 2013. As três
espécies de corais testadas mostram-se muito sensíveis ao contato com E. gabrieli, com
necrose em 78% das colônias e ocupação do esqueleto dos corais em 35% dos casos em
um período de 118 dias. Além disso, um modelo feito a partir dos dados de proporção
de colônias de corais em contato com este zoantídeo e a cobertura de E. gabrieli sugere
que quando o zoantídeo atinge 6% de cobertura, 50% das colônias de corais entram em
contato com o mesmo. Estes dados são fortes evidências de que a redução da cobertura
de coral observada entre 2003 e 2007 foi causada por competição entre estes
organismos. Não foi observado efeito negativo no recrutamento do coral em substrato
artificial livre em recifes dominados por E. gabrieli, nem nas proximidades das suas
colônias. Isso sugere que uma suposta redução da cobertura deste zoantídeo deve ser
acompanhada pelo aumento da taxa de recrutamento de corais e que a competição com a
inibição do recrutamento não suporta um efeito de histerese. Foi constatado que esta
mudança de fase reduz a riqueza de espécies de peixes recifais, apresentando dez
espécies a menos que os recifes normais, e que favorecem os invertívoros moveis em
detrimento dos carnívoros e invertívoros sésseis. Contudo não se observou diferença na
abundância de peixes. / Some coral reefs of Todos os Santos Bay have undergone a drastic change in the
benthic community. In 2003, they began to be dominated by the zoanthid Epizoanthus
gabrieli. This phenomenon is a consequence of coral reef degradation that now reaches
approximately 20% of coral reefs worldwide and and threatens another 35%. The most
dramatic consequences of this degradation are the phase shift phenomena which are
characterized by reduction of coral abundance and increase of organisms that do not
build reefs. Despite their importance, only a phase shift to the domain of macroalgae has
been sufficiently studied. Given this situation, it is urgent to create functional models
that demonstrate the ecological processes that occur in the installation of alternative
states that persist over time. These models provide important information that can help
in decision making on management measures both for prevention and recovery of these
ecosystems. The aims of this work are (i) to verify if this phenomenon is a phase shift,
(i.e. the reduction of the abundance of coral and persistence of high coverage E. gabrieli
for more than five years of monitoring), (ii) evaluate the effects of competition between
this zoanthid and recruits and adult coral with manipulative experiments and (iii) study
the effects of dominance on the fish assemblage. The result confirmed the existence of a
phase shift, suggesting that the abundance of E. gabrieli increased in 2003 or before and
in 2007 there was a reduction in coral cover, and that this condition remained until at
least 2013. The three coral species tested show great sensitivity to contact with E.
gabrieli, with necrosis in 78% of the colonies and with overgrow in 35% of cases in a
period of 118 days. In addition, a model made from the data of a proportion of coral
colonies in contact with this zoanthid and coverage of E. gabrieli suggests that when the
zoanthid reaches 6% coverage, 50% of coral colonies come in contact with it. These
data are strong evidence that the reduction of coral cover observed between 2003 and
2007 was caused by competition between these organisms. There was no negative effect
on the recruitment of coral on artificial substrate free in reefs dominated by E. gabrieli
or near their colonies. This suggests that a presumed reduction of coverage of this
zoanthid should be accompanied by an increase in coral recruitment rates and the
competition by inhibition of recruitment does not support an effect of hysteresis. It was
found that this phase shift reduces species richness of reef fishes, by ten species unless
reefs normal, and that favor mobile invertivores to the detriment of carnivores and
sessile invertivores. However there was no difference in the abundance of fish.
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